{"id":19377,"date":"2025-01-26T10:09:57","date_gmt":"2025-01-26T02:09:57","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=19377"},"modified":"2025-01-26T10:09:57","modified_gmt":"2025-01-26T02:09:57","slug":"fingpt","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/fingpt\/","title":{"rendered":"FinGPT\uff1a\u5f00\u6e90\u91d1\u878d\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\uff0c\u52a9\u529b\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b"},"content":{"rendered":"<p>FinGPT \u662f\u7531 AI4Finance \u57fa\u91d1\u4f1a\u5f00\u53d1\u7684\u5f00\u6e90\u91d1\u878d\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\uff0c\u4e13\u4e3a\u91d1\u878d\u9886\u57df\u8bbe\u8ba1\uff0c\u65e8\u5728\u89e3\u51b3\u590d\u6742\u7684\u91d1\u878d\u4efb\u52a1\uff0c\u5e76\u63a8\u52a8\u91d1\u878d\u79d1\u6280\u7684\u521b\u65b0\u53d1\u5c55\u3002FinGPT \u5229\u7528\u8f7b\u91cf\u5316\u9002\u914d\u6280\u672f\u548c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u4e3a\u91d1\u878d\u6570\u636e\u5904\u7406\u3001\u5206\u6790\u548c\u9884\u6d4b\u63d0\u4f9b\u5f3a\u5927\u7684\u5de5\u5177\u652f\u6301\u3002\u76f8\u6bd4\u4e8e\u4f20\u7edf\u7684\u91d1\u878d\u5927\u6a21\u578b\uff0c\u5982 BloombergGPT\uff0cFinGPT \u5177\u6709\u66f4\u4f4e\u7684\u8bad\u7ec3\u6210\u672c\u548c\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u5c0f\u578b\u56e2\u961f\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\u3002\u8be5\u5e73\u53f0\u652f\u6301\u591a\u79cd\u91d1\u878d\u4efb\u52a1\uff0c\u5305\u62ec\u60c5\u611f\u5206\u6790\u3001\u91d1\u878d\u5173\u7cfb\u62bd\u53d6\u3001\u65b0\u95fb\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u91cf\u5316\u9884\u6d4b\u7b49\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5e7f\u6cdb\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-19378\" title=\"FinGPT\uff1a\u5f00\u6e90\u91d1\u878d\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\uff0c\u52a9\u529b\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e.jpg\" alt=\"FinGPT\uff1a\u5f00\u6e90\u91d1\u878d\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\uff0c\u52a9\u529b\u91d1\u878d\u5206\u6790\u4e0e\u9884\u6d4b-1\" width=\"1607\" height=\"767\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e.jpg 1607w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e-300x143.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e-1024x489.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e-768x367.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e-1536x733.jpg 1536w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/798fc29a520d35e-18x9.jpg 18w\" sizes=\"auto, (max-width: 1607px) 100vw, 1607px\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u529f\u80fd\u5217\u8868<\/h2>\n<ul>\n<li><strong>\u91d1\u878d\u6570\u636e\u5206\u6790<\/strong>\uff1a\u63d0\u4f9b\u591a\u79cd\u6570\u636e\u5206\u6790\u5de5\u5177\uff0c\u652f\u6301\u5bf9\u5386\u53f2\u6570\u636e\u548c\u5b9e\u65f6\u6570\u636e\u7684\u5206\u6790\u3002<\/li>\n<li><strong>\u5e02\u573a\u9884\u6d4b<\/strong>\uff1a\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5e02\u573a\u8d8b\u52bf\u9884\u6d4b\uff0c\u5e2e\u52a9\u7528\u6237\u5236\u5b9a\u6295\u8d44\u7b56\u7565\u3002<\/li>\n<li><strong>\u6295\u8d44\u51b3\u7b56\u652f\u6301<\/strong>\uff1a\u63d0\u4f9b\u667a\u80fd\u5316\u7684\u6295\u8d44\u5efa\u8bae\uff0c\u5e2e\u52a9\u7528\u6237\u4f18\u5316\u6295\u8d44\u7ec4\u5408\u3002<\/li>\n<li><strong>\u5f00\u6e90\u5e73\u53f0<\/strong>\uff1a\u6240\u6709\u5de5\u5177\u548c\u6a21\u578b\u5747\u4e3a\u5f00\u6e90\uff0c\u7528\u6237\u53ef\u4ee5\u81ea\u7531\u8bbf\u95ee\u548c\u4fee\u6539\u4ee3\u7801\u3002<\/li>\n<li><strong>\u793e\u533a\u652f\u6301<\/strong>\uff1a\u62e5\u6709\u6d3b\u8dc3\u7684\u5f00\u53d1\u8005\u793e\u533a\uff0c\u7528\u6237\u53ef\u4ee5\u83b7\u5f97\u53ca\u65f6\u7684\u6280\u672f\u652f\u6301\u548c\u4ea4\u6d41\u673a\u4f1a\u3002<\/li>\n<li><strong>\u591a\u4efb\u52a1\u652f\u6301<\/strong>\uff1a\u652f\u6301\u60c5\u611f\u5206\u6790\u3001\u91d1\u878d\u5173\u7cfb\u62bd\u53d6\u3001\u65b0\u95fb\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\u548c\u91cf\u5316\u9884\u6d4b\u7b49\u591a\u79cd\u4efb\u52a1\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u6570\u636e\u5904\u7406<\/strong>\uff1a\u80fd\u591f\u5904\u7406\u6765\u81ea\u80a1\u7968\u3001\u671f\u8d27\u3001\u52a0\u5bc6\u8d27\u5e01\u7b49\u5e02\u573a\u7684\u591a\u6a21\u6001\u91d1\u878d\u6570\u636e\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u4f7f\u7528\u5e2e\u52a9<\/h2>\n<h3>\u5b89\u88c5\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u73af\u5883\u51c6\u5907<\/strong>\uff1a\u786e\u4fdd\u5df2\u5b89\u88c5 Python 3.6 \u53ca\u4ee5\u4e0a\u7248\u672c\uff0c\u5e76\u5177\u5907\u57fa\u7840 GPU \u8bbe\u5907\uff08\u63a8\u8350 RTX 3090 \u6216\u4ee5\u4e0a\uff09\u3002<\/li>\n<li><strong>\u5b89\u88c5 FinGPT<\/strong>\uff1a\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5 FinGPT\uff1a<\/li>\n<\/ol>\n<pre><code>   pip install fingpt\r\n<\/code><\/pre>\n<ol start=\"3\">\n<li><strong>\u514b\u9686\u4ed3\u5e93<\/strong>\uff1a\u5728\u7ec8\u7aef\u4e2d\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u514b\u9686 FinGPT \u4ed3\u5e93\uff1a<\/li>\n<\/ol>\n<pre><code>   git clone https:\/\/github.com\/AI4Finance-Foundation\/FinGPT.git\r\n<\/code><\/pre>\n<ol start=\"4\">\n<li><strong>\u5b89\u88c5\u4f9d\u8d56<\/strong>\uff1a\u8fdb\u5165\u9879\u76ee\u76ee\u5f55\u5e76\u5b89\u88c5\u4f9d\u8d56\uff1a<\/li>\n<\/ol>\n<pre><code>   cd FinGPT\r\npip install -r requirements.txt\r\n<\/code><\/pre>\n<ol start=\"5\">\n<li><strong>\u914d\u7f6e\u73af\u5883<\/strong>\uff1a\u6839\u636e\u9879\u76ee\u9700\u6c42\u914d\u7f6e\u73af\u5883\u53d8\u91cf\u548c\u76f8\u5173\u53c2\u6570\u3002<\/li>\n<\/ol>\n<h3>\u6570\u636e\u51c6\u5907<\/h3>\n<p>FinGPT \u63d0\u4f9b\u591a\u4e2a\u5f00\u6e90\u6570\u636e\u96c6\u652f\u6301\uff0c\u53ef\u4ee5\u4ece\u4ee5\u4e0b\u94fe\u63a5\u83b7\u53d6\uff1a<\/p>\n<ul>\n<li>fingpt-sentiment-train<\/li>\n<li>fingpt-headline<\/li>\n<\/ul>\n<p>\u5c06\u6570\u636e\u96c6\u5b58\u50a8\u5728 <code>data<\/code> \u76ee\u5f55\u4e0b\uff0c\u4ee5\u4fbf\u52a0\u8f7d\u4f7f\u7528\u3002<\/p>\n<h3>\u4f7f\u7528\u6d41\u7a0b<\/h3>\n<ol>\n<li><strong>\u6570\u636e\u51c6\u5907<\/strong>\uff1a\u5c06\u9700\u8981\u5206\u6790\u7684\u91d1\u878d\u6570\u636e\u5bfc\u5165\u9879\u76ee\u76ee\u5f55\u4e2d\u7684 <code>data<\/code> \u6587\u4ef6\u5939\u3002<\/li>\n<li><strong>\u6a21\u578b\u8bad\u7ec3<\/strong>\uff1a\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\uff1a<\/li>\n<\/ol>\n<pre><code>   python train.py --config config.yaml\r\n<\/code><\/pre>\n<p>\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u4fee\u6539 <code>config.yaml<\/code> \u6587\u4ef6\u4e2d\u7684\u53c2\u6570\uff0c\u4ee5\u8c03\u6574\u6a21\u578b\u8bad\u7ec3\u7684\u7ec6\u8282\u3002<\/p>\n<ol start=\"3\">\n<li><strong>\u6a21\u578b\u9884\u6d4b<\/strong>\uff1a\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u8fd0\u884c\u4ee5\u4e0b\u547d\u4ee4\u8fdb\u884c\u5e02\u573a\u9884\u6d4b\uff1a<\/li>\n<\/ol>\n<pre><code>   python predict.py --model model.pth --data data\/test.csv\r\n<\/code><\/pre>\n<p>\u9884\u6d4b\u7ed3\u679c\u5c06\u4fdd\u5b58\u5728 <code>results<\/code> \u6587\u4ef6\u5939\u4e2d\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u7ed3\u679c\u8fdb\u884c\u8fdb\u4e00\u6b65\u5206\u6790\u3002<\/p>\n<h3>\u6838\u5fc3\u529f\u80fd\u4e0e\u4ee3\u7801\u6f14\u793a<\/h3>\n<h4>\u793a\u4f8b 1\uff1a\u91d1\u878d\u60c5\u611f\u5206\u6790<\/h4>\n<p>\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u52a0\u8f7d FinGPT \u7684\u60c5\u611f\u5206\u6790\u6a21\u578b\u5e76\u5bf9\u65b0\u95fb\u8fdb\u884c\u60c5\u611f\u9884\u6d4b\uff1a<\/p>\n<pre><code>from fingpt import FinGPT\r\n# \u521d\u59cb\u5316\u6a21\u578b\r\nmodel = FinGPT.load_pretrained(\"fingpt-sentiment_llama2-13b_lora\")\r\n# \u8f93\u5165\u91d1\u878d\u65b0\u95fb\r\ntext = \"Apple's revenue exceeds expectations in Q3 earnings.\"\r\n# \u6267\u884c\u60c5\u611f\u5206\u6790\r\nresult = model.analyze_sentiment(text)\r\nprint(result)  # \u8f93\u51fa\uff1aPositive\r\n<\/code><\/pre>\n<h4>\u793a\u4f8b 2\uff1a\u80a1\u7968\u9884\u6d4b<\/h4>\n<p>FinGPT \u63d0\u4f9b FinGPT-Forecaster \u6a21\u5757\uff0c\u652f\u6301\u80a1\u7968\u4ef7\u683c\u8d70\u52bf\u9884\u6d4b\uff1a<\/p>\n<pre><code>from fingpt.forecaster import FinGPTForecaster\r\n# \u521d\u59cb\u5316\u9884\u6d4b\u5668\r\nforecaster = FinGPTForecaster()\r\n# \u8bbe\u7f6e\u9884\u6d4b\u53c2\u6570\r\nparams = {\r\n\"ticker\": \"AAPL\",\r\n\"start_date\": \"2023-01-01\",\r\n\"news_window\": 4,  # \u68c0\u7d22\u8fc7\u53bb 4 \u5468\u7684\u65b0\u95fb\u6570\u636e\r\n\"add_financials\": True  # \u6dfb\u52a0\u6700\u65b0\u8d22\u52a1\u6307\u6807\r\n}\r\n# \u8fdb\u884c\u9884\u6d4b\r\nprediction = forecaster.predict(params)\r\nprint(prediction)\r\n<\/code><\/pre>\n<p>\u8fd0\u884c\u540e\uff0c\u7cfb\u7edf\u5c06\u8fd4\u56de\u516c\u53f8\u80a1\u7968\u7684\u8be6\u7ec6\u5206\u6790\u548c\u672a\u6765\u4ef7\u683c\u8d8b\u52bf\u9884\u6d4b\u3002<\/p>\n<h3>\u7279\u8272\u529f\u80fd<\/h3>\n<ul>\n<li><strong>\u5b9e\u65f6\u6570\u636e\u5904\u7406<\/strong>\uff1a\u652f\u6301\u5bf9\u5b9e\u65f6\u91d1\u878d\u6570\u636e\u7684\u5904\u7406\u548c\u5206\u6790\uff0c\u5e2e\u52a9\u7528\u6237\u5feb\u901f\u54cd\u5e94\u5e02\u573a\u53d8\u5316\u3002<\/li>\n<li><strong>\u591a\u8bed\u8a00\u652f\u6301<\/strong>\uff1a\u5e73\u53f0\u652f\u6301\u591a\u79cd\u7f16\u7a0b\u8bed\u8a00\u548c\u5de5\u5177\uff0c\u7528\u6237\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u5f00\u53d1\u73af\u5883\u3002<\/li>\n<li><strong>\u793e\u533a\u8d21\u732e<\/strong>\uff1a\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 GitHub \u5e73\u53f0\u63d0\u4ea4\u4ee3\u7801\u548c\u5efa\u8bae\uff0c\u4e0e\u5168\u7403\u5f00\u53d1\u8005\u5171\u540c\u5b8c\u5584\u9879\u76ee\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>FinGPT \u662f\u7531 AI4Finance \u57fa\u91d1\u4f1a\u5f00\u53d1\u7684\u5f00\u6e90\u91d1\u878d\u5927\u8bed\u8a00\u6a21\u578b\u5e73\u53f0\uff0c\u4e13\u4e3a\u91d1\u878d\u9886\u57df\u8bbe\u8ba1\uff0c\u65e8\u5728\u89e3\u51b3\u590d\u6742\u7684\u91d1\u878d\u4efb\u52a1\uff0c\u5e76\u63a8\u52a8\u91d1\u878d\u79d1\u6280\u7684\u521b\u65b0\u53d1\u5c55\u3002FinGPT \u5229\u7528\u8f7b\u91cf\u5316\u9002\u914d\u6280\u672f\u548c\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u4e3a\u91d1\u878d\u6570\u636e\u5904\u7406\u3001\u5206\u6790\u548c\u9884\u6d4b\u63d0\u4f9b\u5f3a\u5927\u7684\u5de5\u5177\u652f\u6301\u3002&#8230;<\/p>\n","protected":false},"author":1,"featured_media":61723,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[230,377],"class_list":["post-19377","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tool","tag-aikaiyuanxiangmu","tag-aijinrongshujufenxi"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/19377","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/comments?post=19377"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/posts\/19377\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media\/61723"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/media?parent=19377"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/categories?post=19377"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/ja\/wp-json\/wp\/v2\/tags?post=19377"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}